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Leaky Integrate‐and‐Fire Mechanism in Exciton–Polariton Condensates for Photonic Spiking Neurons

Autor
Matuszewski, Michał
Opala, Andrzej
Król, Mateusz
Piętka, Barbara
Szczytko, Jacek
Pacuski, Wojciech
Suffczyński, Jan
Seredyński, Bartłomiej
Mirek, Rafał
Furman, Magdalena
Data publikacji
2023
Abstrakt (EN)

This paper introduces a new approach to neuromorphic photonics in whichmicrocavities exhibiting strong exciton–photon interaction may serve asbuilding blocks of optical spiking neurons. The experimental resultsdemonstrate the intrinsic property of exciton–polaritons to resemble the LeakyIntegrate-and-Fire (LIF) spiking mechanism. It is shown that exciton–polaritonmicrocavities when non-resonantly pumped with a pulsed laser exhibit leakyintegration due to relaxation of the excitonic reservoir, threshold-and-firemechanism due to transition to Bose–Einstein Condensate (BEC), andresetting due to stimulated emission of photons. These effects, evidenced inphotoluminescence characteristics, arise within sub-ns timescales. Thepresented approach provides means for ultrafast processing of spike-like laserpulses with energy efficiency at the level below 1 pJ per spike.

Słowa kluczowe EN
exciton–polaritons
leaky integrate-and-fire
microcavities
neuromorphicphotonics
semiconductors
spiking neural network
spiking neurons
Dyscyplina PBN
nauki fizyczne
Czasopismo
Laser and Photonics Reviews
Tom
17
Zeszyt
1
Strony od-do
2100660-1-10
ISSN
1863-8880
Data udostępnienia w otwartym dostępie
2022-09-30
Licencja otwartego dostępu
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